Adversarial Robustness on ImageNet 1k (val)
13.4AccuracyBG_Random
Evaluation results
| Method | Links | |
|---|---|---|
| BG_RandomPre-Train Duration=Full, SSL Method=BYOL2021.03 | 13.4 | |
| BG_RMPre-Train Duration=Full, SSL Method=BYOL2021.03 | 13.2 | |
| BG_SwapsPre-Train Duration=Full, SSL Method=MoCo-v22021.03 | 13.1 | |
| BG_RMPre-Train Duration=Med., SSL Method=BYOL2021.03 | 11.9 | |
| BG_RandomPre-Train Duration=Med., SSL Method=BYOL2021.03 | 11.4 | |
| BG_RMPre-Train Duration=Full, SSL Method=MoCo-v22021.03 | 10.6 | |
| BYOLPre-Train Duration=Med., Augmentation Strategy=baseline2021.03 | 10.6 | |
| BYOLPre-Train Duration=Full, Augmentation Strategy=baseline2021.03 | 10.4 | |
| BG_RandomPre-Train Duration=Full, SSL Method=SWAV2021.03 | 10.4 | |
| BG_RMPre-Train Duration=Full, SSL Method=SWAV2021.03 | 10.1 | |
| SWAVPre-Train Duration=Full, Augmentation Strategy=baseline2021.03 | 9.1 | |
| BG_SwapsPre-Train Duration=Med., SSL Method=MoCo-v22021.03 | 8.4 | |
| MoCo-v2Pre-Train Duration=Full, Augmentation Strategy=baseline2021.03 | 7.8 | |
| BG_RandomPre-Train Duration=Med., SSL Method=SWAV2021.03 | 6.7 | |
| BG_RMPre-Train Duration=Med., SSL Method=SWAV2021.03 | 6.6 | |
| BG_RMPre-Train Duration=Med., SSL Method=MoCo-v22021.03 | 6.4 | |
| SWAVPre-Train Duration=Med., Augmentation Strategy=baseline2021.03 | 6 | |
| MoCo-v2Pre-Train Duration=Med., Augmentation Strategy=baseline2021.03 | 4.5 |